In [ ]:
for imageName in glob.glob('/content/yolov5/runs/val/exp/*.jpg'):
display(Image(filename=imageName, width=1000, height=1000))
print('\n')
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
# Install Yolov5
!git clone https://github.com/ultralytics/yolov5
%cd ./yolov5
!pip install -r requirements.txt
from IPython.display import Image, display
import torch
import glob
# Fix a seed for PyTorch
torch.manual_seed(4200);
## ===========================
## GPU
## ===========================
gpu = True
if gpu == True:
device = torch.device('cuda')
else:
device = torch.device('cpu')
%cd ../
!curl -L 'https://public.roboflow.com/ds/..key=..' > roboflow.zip; unzip roboflow.zip; rm roboflow.zip
!more data.yaml
train: ../train/images val: ../valid/images nc: 26 names: ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O ', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z']
!python /content/yolov5/train.py --img 448 --batch 64 --epochs 500 --data /content/data.yaml --weights yolov5s.pt --workers 8
train: weights=yolov5s.pt, cfg=, data=/content/data.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=500, batch_size=64, imgsz=448, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=yolov5/runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest github: up to date with https://github.com/ultralytics/yolov5 ✅ YOLOv5 🚀 v6.1-307-g92e47b8 Python-3.7.13 torch-1.12.0+cu113 CUDA:0 (Tesla T4, 15110MiB) hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0 Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED) TensorBoard: Start with 'tensorboard --logdir yolov5/runs/train', view at http://localhost:6006/ Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf... 100% 755k/755k [00:00<00:00, 101MB/s] Downloading https://github.com/ultralytics/yolov5/releases/download/v6.1/yolov5s.pt to yolov5s.pt... 100% 14.1M/14.1M [00:00<00:00, 237MB/s] Overriding model.yaml nc=80 with nc=26 from n params module arguments 0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2] 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] 2 -1 1 18816 models.common.C3 [64, 64, 1] 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] 4 -1 2 115712 models.common.C3 [128, 128, 2] 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] 6 -1 3 625152 models.common.C3 [256, 256, 3] 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] 8 -1 1 1182720 models.common.C3 [512, 512, 1] 9 -1 1 656896 models.common.SPPF [512, 512, 5] 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 models.common.Concat [1] 13 -1 1 361984 models.common.C3 [512, 256, 1, False] 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 16 [-1, 4] 1 0 models.common.Concat [1] 17 -1 1 90880 models.common.C3 [256, 128, 1, False] 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] 19 [-1, 14] 1 0 models.common.Concat [1] 20 -1 1 296448 models.common.C3 [256, 256, 1, False] 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] 22 [-1, 10] 1 0 models.common.Concat [1] 23 -1 1 1182720 models.common.C3 [512, 512, 1, False] 24 [17, 20, 23] 1 83607 models.yolo.Detect [26, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]] Model summary: 270 layers, 7089751 parameters, 7089751 gradients, 16.2 GFLOPs Transferred 343/349 items from yolov5s.pt AMP: checks passed ✅ Scaled weight_decay = 0.0005 optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias albumentations: version 1.0.3 required by YOLOv5, but version 0.1.12 is currently installed train: Scanning '/content/yolov5/../train/labels' images and labels...1512 found, 0 missing, 0 empty, 0 corrupt: 100% 1512/1512 [00:00<00:00, 2259.30it/s] train: New cache created: /content/yolov5/../train/labels.cache val: Scanning '/content/yolov5/../valid/labels' images and labels...144 found, 0 missing, 0 empty, 0 corrupt: 100% 144/144 [00:00<00:00, 1518.73it/s] val: New cache created: /content/yolov5/../valid/labels.cache Plotting labels to yolov5/runs/train/exp/labels.jpg... AutoAnchor: 3.57 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅ Image sizes 448 train, 448 val Using 2 dataloader workers Logging results to yolov5/runs/train/exp Starting training for 500 epochs... Epoch gpu_mem box obj cls labels img_size 0/499 7.13G 0.08769 0.02312 0.08577 86 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:04<00:00, 2.19s/it] all 144 144 0.00336 0.905 0.0368 0.0118 Epoch gpu_mem box obj cls labels img_size 1/499 8.96G 0.0551 0.02005 0.07865 86 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.363 0.115 0.102 0.0497 Epoch gpu_mem box obj cls labels img_size 2/499 8.96G 0.04765 0.01674 0.07627 105 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.363 0.306 0.129 0.0606 Epoch gpu_mem box obj cls labels img_size 3/499 8.96G 0.04431 0.01433 0.07329 78 448: 100% 24/24 [00:20<00:00, 1.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s] all 144 144 0.242 0.133 0.0657 0.0243 Epoch gpu_mem box obj cls labels img_size 4/499 8.96G 0.04037 0.01405 0.07274 86 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.268 0.294 0.176 0.0997 Epoch gpu_mem box obj cls labels img_size 5/499 8.96G 0.03805 0.01301 0.06986 95 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.13s/it] all 144 144 0.202 0.239 0.17 0.0966 Epoch gpu_mem box obj cls labels img_size 6/499 8.96G 0.03531 0.0131 0.06609 88 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.187 0.175 0.123 0.0646 Epoch gpu_mem box obj cls labels img_size 7/499 8.96G 0.0346 0.01246 0.0649 94 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.287 0.582 0.376 0.255 Epoch gpu_mem box obj cls labels img_size 8/499 8.96G 0.03282 0.01239 0.06249 94 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.309 0.34 0.294 0.183 Epoch gpu_mem box obj cls labels img_size 9/499 8.96G 0.03176 0.01176 0.06094 97 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.363 0.561 0.437 0.277 Epoch gpu_mem box obj cls labels img_size 10/499 8.96G 0.03198 0.01167 0.05868 90 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.358 0.597 0.465 0.317 Epoch gpu_mem box obj cls labels img_size 11/499 8.96G 0.03107 0.01165 0.05711 80 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.359 0.691 0.508 0.33 Epoch gpu_mem box obj cls labels img_size 12/499 8.96G 0.03114 0.01161 0.05481 86 448: 100% 24/24 [00:20<00:00, 1.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.403 0.631 0.55 0.383 Epoch gpu_mem box obj cls labels img_size 13/499 8.96G 0.03104 0.01125 0.05296 74 448: 100% 24/24 [00:20<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.371 0.679 0.56 0.384 Epoch gpu_mem box obj cls labels img_size 14/499 8.96G 0.03089 0.01127 0.05096 88 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.414 0.726 0.64 0.435 Epoch gpu_mem box obj cls labels img_size 15/499 8.96G 0.02953 0.01156 0.05115 94 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.477 0.681 0.634 0.44 Epoch gpu_mem box obj cls labels img_size 16/499 8.96G 0.03012 0.01147 0.0498 96 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.336 0.507 0.468 0.329 Epoch gpu_mem box obj cls labels img_size 17/499 8.96G 0.03085 0.01126 0.04999 97 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.61 0.598 0.708 0.505 Epoch gpu_mem box obj cls labels img_size 18/499 8.96G 0.03069 0.011 0.04814 96 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.612 0.613 0.661 0.476 Epoch gpu_mem box obj cls labels img_size 19/499 8.96G 0.03019 0.01087 0.04749 85 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.342 0.423 0.408 0.254 Epoch gpu_mem box obj cls labels img_size 20/499 8.96G 0.02906 0.01072 0.04453 88 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.643 0.701 0.74 0.539 Epoch gpu_mem box obj cls labels img_size 21/499 8.96G 0.02954 0.01089 0.04288 84 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.734 0.655 0.781 0.525 Epoch gpu_mem box obj cls labels img_size 22/499 8.96G 0.02879 0.01085 0.04064 94 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.669 0.724 0.807 0.59 Epoch gpu_mem box obj cls labels img_size 23/499 8.96G 0.02905 0.01087 0.04346 91 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.65 0.714 0.796 0.567 Epoch gpu_mem box obj cls labels img_size 24/499 8.96G 0.02924 0.01082 0.04092 94 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.64 0.811 0.822 0.595 Epoch gpu_mem box obj cls labels img_size 25/499 8.96G 0.02873 0.01039 0.04229 92 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.661 0.762 0.79 0.61 Epoch gpu_mem box obj cls labels img_size 26/499 8.96G 0.0285 0.01074 0.03761 93 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.648 0.737 0.785 0.563 Epoch gpu_mem box obj cls labels img_size 27/499 8.96G 0.02905 0.01019 0.03749 88 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.642 0.792 0.839 0.631 Epoch gpu_mem box obj cls labels img_size 28/499 8.96G 0.02875 0.01034 0.03841 77 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.633 0.789 0.804 0.546 Epoch gpu_mem box obj cls labels img_size 29/499 8.96G 0.0294 0.01055 0.03777 86 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.688 0.792 0.869 0.651 Epoch gpu_mem box obj cls labels img_size 30/499 8.96G 0.02798 0.01039 0.0384 80 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.739 0.805 0.858 0.649 Epoch gpu_mem box obj cls labels img_size 31/499 8.96G 0.02869 0.01059 0.03536 95 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.768 0.846 0.887 0.621 Epoch gpu_mem box obj cls labels img_size 32/499 8.96G 0.0276 0.01019 0.03487 85 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.732 0.846 0.863 0.634 Epoch gpu_mem box obj cls labels img_size 33/499 8.96G 0.02809 0.01054 0.03581 98 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.10it/s] all 144 144 0.655 0.688 0.789 0.547 Epoch gpu_mem box obj cls labels img_size 34/499 8.96G 0.02836 0.01083 0.0368 86 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.629 0.74 0.803 0.555 Epoch gpu_mem box obj cls labels img_size 35/499 8.96G 0.02903 0.01041 0.03417 84 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.727 0.813 0.875 0.629 Epoch gpu_mem box obj cls labels img_size 36/499 8.96G 0.02802 0.01024 0.0344 86 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.775 0.839 0.897 0.644 Epoch gpu_mem box obj cls labels img_size 37/499 8.96G 0.02776 0.01041 0.0333 91 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.791 0.809 0.862 0.635 Epoch gpu_mem box obj cls labels img_size 38/499 8.96G 0.02771 0.01037 0.03307 82 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.769 0.805 0.879 0.615 Epoch gpu_mem box obj cls labels img_size 39/499 8.96G 0.02776 0.01031 0.03094 91 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.791 0.781 0.852 0.585 Epoch gpu_mem box obj cls labels img_size 40/499 8.96G 0.02747 0.0105 0.03222 94 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.714 0.782 0.843 0.625 Epoch gpu_mem box obj cls labels img_size 41/499 8.96G 0.02696 0.01035 0.03287 96 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.659 0.796 0.802 0.559 Epoch gpu_mem box obj cls labels img_size 42/499 8.96G 0.02698 0.01067 0.03313 98 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.719 0.804 0.827 0.601 Epoch gpu_mem box obj cls labels img_size 43/499 8.96G 0.02658 0.01011 0.03256 92 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.798 0.813 0.871 0.638 Epoch gpu_mem box obj cls labels img_size 44/499 8.96G 0.02719 0.01051 0.03086 84 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.634 0.829 0.867 0.62 Epoch gpu_mem box obj cls labels img_size 45/499 8.96G 0.02715 0.0103 0.02946 74 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.759 0.876 0.909 0.703 Epoch gpu_mem box obj cls labels img_size 46/499 8.96G 0.02706 0.01003 0.0292 78 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.12s/it] all 144 144 0.865 0.898 0.933 0.686 Epoch gpu_mem box obj cls labels img_size 47/499 8.96G 0.02676 0.009992 0.02918 82 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.07s/it] all 144 144 0.8 0.807 0.895 0.671 Epoch gpu_mem box obj cls labels img_size 48/499 8.96G 0.0266 0.0101 0.02984 99 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.688 0.698 0.775 0.58 Epoch gpu_mem box obj cls labels img_size 49/499 8.96G 0.02689 0.009959 0.02996 83 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.81 0.888 0.934 0.71 Epoch gpu_mem box obj cls labels img_size 50/499 8.96G 0.02726 0.01 0.02802 96 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.86 0.857 0.921 0.713 Epoch gpu_mem box obj cls labels img_size 51/499 8.96G 0.02689 0.009862 0.02914 91 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.798 0.811 0.917 0.665 Epoch gpu_mem box obj cls labels img_size 52/499 8.96G 0.0266 0.01009 0.02755 84 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.892 0.843 0.906 0.656 Epoch gpu_mem box obj cls labels img_size 53/499 8.96G 0.02659 0.01008 0.02834 93 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.844 0.824 0.909 0.688 Epoch gpu_mem box obj cls labels img_size 54/499 8.96G 0.02593 0.01006 0.02785 85 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.743 0.844 0.86 0.623 Epoch gpu_mem box obj cls labels img_size 55/499 8.96G 0.02659 0.01006 0.02898 87 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.724 0.796 0.857 0.577 Epoch gpu_mem box obj cls labels img_size 56/499 8.96G 0.02674 0.009968 0.02832 86 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.797 0.878 0.91 0.692 Epoch gpu_mem box obj cls labels img_size 57/499 8.96G 0.0259 0.009711 0.02607 86 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.713 0.825 0.847 0.648 Epoch gpu_mem box obj cls labels img_size 58/499 8.96G 0.02569 0.009582 0.02606 97 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s] all 144 144 0.786 0.761 0.864 0.591 Epoch gpu_mem box obj cls labels img_size 59/499 8.96G 0.02604 0.009695 0.02796 85 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.803 0.88 0.914 0.713 Epoch gpu_mem box obj cls labels img_size 60/499 8.96G 0.02558 0.009903 0.0268 91 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.758 0.856 0.881 0.637 Epoch gpu_mem box obj cls labels img_size 61/499 8.96G 0.02591 0.01009 0.02385 99 448: 100% 24/24 [00:20<00:00, 1.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.861 0.848 0.916 0.713 Epoch gpu_mem box obj cls labels img_size 62/499 8.96G 0.02544 0.009533 0.02489 74 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.824 0.82 0.897 0.686 Epoch gpu_mem box obj cls labels img_size 63/499 8.96G 0.02561 0.009977 0.02461 86 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.827 0.836 0.899 0.661 Epoch gpu_mem box obj cls labels img_size 64/499 8.96G 0.02549 0.009883 0.02469 90 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.751 0.855 0.877 0.646 Epoch gpu_mem box obj cls labels img_size 65/499 8.96G 0.02511 0.009802 0.02613 77 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.75 0.8 0.88 0.657 Epoch gpu_mem box obj cls labels img_size 66/499 8.96G 0.02494 0.00962 0.02408 84 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.851 0.845 0.934 0.731 Epoch gpu_mem box obj cls labels img_size 67/499 8.96G 0.02524 0.009414 0.02492 92 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.799 0.885 0.915 0.701 Epoch gpu_mem box obj cls labels img_size 68/499 8.96G 0.02523 0.009942 0.02551 81 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s] all 144 144 0.791 0.83 0.891 0.669 Epoch gpu_mem box obj cls labels img_size 69/499 8.96G 0.02569 0.009923 0.02673 89 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.782 0.787 0.857 0.601 Epoch gpu_mem box obj cls labels img_size 70/499 8.96G 0.02509 0.009964 0.0256 102 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.781 0.854 0.892 0.672 Epoch gpu_mem box obj cls labels img_size 71/499 8.96G 0.02524 0.00952 0.02391 86 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.856 0.894 0.933 0.683 Epoch gpu_mem box obj cls labels img_size 72/499 8.96G 0.02458 0.00957 0.02214 97 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.807 0.87 0.935 0.693 Epoch gpu_mem box obj cls labels img_size 73/499 8.96G 0.02574 0.009721 0.0242 101 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it] all 144 144 0.865 0.833 0.921 0.729 Epoch gpu_mem box obj cls labels img_size 74/499 8.96G 0.0242 0.009329 0.0228 93 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.835 0.82 0.917 0.704 Epoch gpu_mem box obj cls labels img_size 75/499 8.96G 0.02522 0.009427 0.02398 88 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.893 0.848 0.931 0.719 Epoch gpu_mem box obj cls labels img_size 76/499 8.96G 0.02484 0.00953 0.02408 84 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.796 0.87 0.918 0.71 Epoch gpu_mem box obj cls labels img_size 77/499 8.96G 0.02521 0.009226 0.02246 96 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.835 0.826 0.903 0.701 Epoch gpu_mem box obj cls labels img_size 78/499 8.96G 0.02576 0.009265 0.02248 98 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.09s/it] all 144 144 0.869 0.813 0.911 0.726 Epoch gpu_mem box obj cls labels img_size 79/499 8.96G 0.02448 0.00914 0.02094 91 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.839 0.854 0.918 0.739 Epoch gpu_mem box obj cls labels img_size 80/499 8.96G 0.02438 0.009289 0.02205 75 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.886 0.81 0.906 0.664 Epoch gpu_mem box obj cls labels img_size 81/499 8.96G 0.02516 0.00951 0.02225 81 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.857 0.87 0.919 0.696 Epoch gpu_mem box obj cls labels img_size 82/499 8.96G 0.02362 0.009561 0.02055 102 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.78 0.804 0.889 0.671 Epoch gpu_mem box obj cls labels img_size 83/499 8.96G 0.02342 0.009289 0.02114 97 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.883 0.849 0.945 0.69 Epoch gpu_mem box obj cls labels img_size 84/499 8.96G 0.0233 0.009436 0.02122 88 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.868 0.865 0.932 0.682 Epoch gpu_mem box obj cls labels img_size 85/499 8.96G 0.02313 0.009265 0.0198 84 448: 100% 24/24 [00:20<00:00, 1.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.843 0.812 0.906 0.697 Epoch gpu_mem box obj cls labels img_size 86/499 8.96G 0.02368 0.00904 0.01981 78 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.732 0.815 0.883 0.607 Epoch gpu_mem box obj cls labels img_size 87/499 8.96G 0.02415 0.009493 0.02266 92 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.891 0.85 0.929 0.699 Epoch gpu_mem box obj cls labels img_size 88/499 8.96G 0.02381 0.00951 0.02034 104 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.823 0.834 0.911 0.72 Epoch gpu_mem box obj cls labels img_size 89/499 8.96G 0.02401 0.009471 0.02271 85 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.884 0.874 0.939 0.693 Epoch gpu_mem box obj cls labels img_size 90/499 8.96G 0.02346 0.009248 0.0226 83 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.859 0.767 0.887 0.642 Epoch gpu_mem box obj cls labels img_size 91/499 8.96G 0.02378 0.009699 0.02222 94 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.879 0.851 0.925 0.68 Epoch gpu_mem box obj cls labels img_size 92/499 8.96G 0.02395 0.009012 0.02006 99 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.88 0.825 0.908 0.676 Epoch gpu_mem box obj cls labels img_size 93/499 8.96G 0.02472 0.009277 0.01965 95 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.859 0.825 0.911 0.699 Epoch gpu_mem box obj cls labels img_size 94/499 8.96G 0.02442 0.009168 0.02086 78 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.846 0.836 0.912 0.686 Epoch gpu_mem box obj cls labels img_size 95/499 8.96G 0.02339 0.009446 0.02122 83 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.855 0.861 0.916 0.722 Epoch gpu_mem box obj cls labels img_size 96/499 8.96G 0.02371 0.009063 0.01847 87 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.866 0.848 0.892 0.714 Epoch gpu_mem box obj cls labels img_size 97/499 8.96G 0.02333 0.009127 0.01942 82 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.845 0.855 0.939 0.702 Epoch gpu_mem box obj cls labels img_size 98/499 8.96G 0.02411 0.0089 0.02041 79 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.869 0.863 0.924 0.706 Epoch gpu_mem box obj cls labels img_size 99/499 8.96G 0.02363 0.009291 0.02067 74 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.846 0.839 0.905 0.678 Epoch gpu_mem box obj cls labels img_size 100/499 8.96G 0.0234 0.009118 0.0199 73 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.867 0.806 0.915 0.697 Epoch gpu_mem box obj cls labels img_size 101/499 8.96G 0.02381 0.009406 0.01992 92 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.863 0.828 0.914 0.675 Epoch gpu_mem box obj cls labels img_size 102/499 8.96G 0.02363 0.009365 0.01852 85 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.886 0.838 0.9 0.728 Epoch gpu_mem box obj cls labels img_size 103/499 8.96G 0.02426 0.009227 0.01983 90 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.844 0.862 0.907 0.713 Epoch gpu_mem box obj cls labels img_size 104/499 8.96G 0.02403 0.009347 0.01872 108 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.88 0.854 0.905 0.714 Epoch gpu_mem box obj cls labels img_size 105/499 8.96G 0.02324 0.009319 0.01919 94 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.824 0.802 0.894 0.696 Epoch gpu_mem box obj cls labels img_size 106/499 8.96G 0.02353 0.009079 0.01919 96 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.857 0.822 0.906 0.723 Epoch gpu_mem box obj cls labels img_size 107/499 8.96G 0.02325 0.008872 0.01881 82 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.867 0.85 0.929 0.688 Epoch gpu_mem box obj cls labels img_size 108/499 8.96G 0.02328 0.008863 0.01909 97 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.857 0.872 0.931 0.743 Epoch gpu_mem box obj cls labels img_size 109/499 8.96G 0.0228 0.008899 0.01899 92 448: 100% 24/24 [00:20<00:00, 1.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.858 0.857 0.919 0.702 Epoch gpu_mem box obj cls labels img_size 110/499 8.96G 0.0226 0.009084 0.0194 85 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.882 0.789 0.906 0.699 Epoch gpu_mem box obj cls labels img_size 111/499 8.96G 0.02327 0.00873 0.01793 87 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.861 0.823 0.869 0.677 Epoch gpu_mem box obj cls labels img_size 112/499 8.96G 0.0238 0.009119 0.01898 84 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.885 0.842 0.916 0.727 Epoch gpu_mem box obj cls labels img_size 113/499 8.96G 0.02232 0.008774 0.01718 100 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.859 0.837 0.912 0.722 Epoch gpu_mem box obj cls labels img_size 114/499 8.96G 0.02341 0.009071 0.01773 85 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.21s/it] all 144 144 0.874 0.873 0.939 0.72 Epoch gpu_mem box obj cls labels img_size 115/499 8.96G 0.02307 0.009123 0.01871 94 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.894 0.835 0.932 0.705 Epoch gpu_mem box obj cls labels img_size 116/499 8.96G 0.02384 0.008888 0.01834 76 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.878 0.858 0.927 0.72 Epoch gpu_mem box obj cls labels img_size 117/499 8.96G 0.0234 0.008652 0.01977 77 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.9 0.87 0.934 0.724 Epoch gpu_mem box obj cls labels img_size 118/499 8.96G 0.02286 0.008787 0.0191 90 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.867 0.854 0.916 0.725 Epoch gpu_mem box obj cls labels img_size 119/499 8.96G 0.022 0.008837 0.01656 93 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.866 0.845 0.92 0.704 Epoch gpu_mem box obj cls labels img_size 120/499 8.96G 0.02251 0.008752 0.01734 92 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.86 0.823 0.926 0.691 Epoch gpu_mem box obj cls labels img_size 121/499 8.96G 0.02323 0.008702 0.01899 99 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.874 0.841 0.909 0.684 Epoch gpu_mem box obj cls labels img_size 122/499 8.96G 0.02288 0.008798 0.02072 87 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.858 0.795 0.899 0.64 Epoch gpu_mem box obj cls labels img_size 123/499 8.96G 0.02283 0.008904 0.01775 80 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.887 0.813 0.923 0.732 Epoch gpu_mem box obj cls labels img_size 124/499 8.96G 0.02232 0.008848 0.01726 101 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.851 0.867 0.921 0.723 Epoch gpu_mem box obj cls labels img_size 125/499 8.96G 0.02308 0.008679 0.01649 90 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.866 0.85 0.924 0.749 Epoch gpu_mem box obj cls labels img_size 126/499 8.96G 0.02264 0.00886 0.01708 85 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.902 0.859 0.928 0.711 Epoch gpu_mem box obj cls labels img_size 127/499 8.96G 0.02175 0.008946 0.01839 86 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.847 0.862 0.921 0.721 Epoch gpu_mem box obj cls labels img_size 128/499 8.96G 0.02262 0.008997 0.0182 86 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.84 0.86 0.922 0.695 Epoch gpu_mem box obj cls labels img_size 129/499 8.96G 0.02293 0.008913 0.01788 98 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.903 0.858 0.921 0.725 Epoch gpu_mem box obj cls labels img_size 130/499 8.96G 0.0226 0.009048 0.0163 92 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.822 0.886 0.92 0.701 Epoch gpu_mem box obj cls labels img_size 131/499 8.96G 0.02208 0.008662 0.01521 84 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.863 0.866 0.922 0.731 Epoch gpu_mem box obj cls labels img_size 132/499 8.96G 0.02249 0.008797 0.0176 104 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.869 0.864 0.928 0.741 Epoch gpu_mem box obj cls labels img_size 133/499 8.96G 0.02214 0.008766 0.01684 107 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.9 0.85 0.935 0.717 Epoch gpu_mem box obj cls labels img_size 134/499 8.96G 0.02243 0.008804 0.01651 85 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.838 0.871 0.93 0.735 Epoch gpu_mem box obj cls labels img_size 135/499 8.96G 0.02306 0.008803 0.01596 109 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.868 0.823 0.927 0.735 Epoch gpu_mem box obj cls labels img_size 136/499 8.96G 0.02224 0.008718 0.016 85 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.861 0.83 0.928 0.733 Epoch gpu_mem box obj cls labels img_size 137/499 8.96G 0.02226 0.008799 0.0187 78 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.819 0.847 0.929 0.709 Epoch gpu_mem box obj cls labels img_size 138/499 8.96G 0.02238 0.00903 0.01865 94 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.865 0.844 0.933 0.745 Epoch gpu_mem box obj cls labels img_size 139/499 8.96G 0.02267 0.008698 0.01825 83 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.874 0.854 0.914 0.723 Epoch gpu_mem box obj cls labels img_size 140/499 8.96G 0.02304 0.008716 0.01514 95 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s] all 144 144 0.863 0.853 0.933 0.733 Epoch gpu_mem box obj cls labels img_size 141/499 8.96G 0.02258 0.008861 0.01615 89 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.27s/it] all 144 144 0.9 0.876 0.922 0.712 Epoch gpu_mem box obj cls labels img_size 142/499 8.96G 0.0218 0.00874 0.01422 86 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s] all 144 144 0.878 0.852 0.933 0.721 Epoch gpu_mem box obj cls labels img_size 143/499 8.96G 0.02211 0.008398 0.01456 89 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.857 0.85 0.923 0.748 Epoch gpu_mem box obj cls labels img_size 144/499 8.96G 0.02206 0.008469 0.01633 91 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.883 0.874 0.931 0.745 Epoch gpu_mem box obj cls labels img_size 145/499 8.96G 0.02246 0.008747 0.01876 81 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s] all 144 144 0.875 0.862 0.916 0.714 Epoch gpu_mem box obj cls labels img_size 146/499 8.96G 0.02148 0.008739 0.01463 89 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.862 0.915 0.937 0.745 Epoch gpu_mem box obj cls labels img_size 147/499 8.96G 0.02149 0.008632 0.01407 90 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.88 0.82 0.912 0.727 Epoch gpu_mem box obj cls labels img_size 148/499 8.96G 0.0223 0.00874 0.01608 104 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.895 0.87 0.94 0.718 Epoch gpu_mem box obj cls labels img_size 149/499 8.96G 0.02211 0.008756 0.01598 103 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.838 0.825 0.899 0.695 Epoch gpu_mem box obj cls labels img_size 150/499 8.96G 0.02115 0.008956 0.01638 87 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s] all 144 144 0.839 0.852 0.913 0.692 Epoch gpu_mem box obj cls labels img_size 151/499 8.96G 0.02151 0.008647 0.01579 75 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.889 0.873 0.934 0.72 Epoch gpu_mem box obj cls labels img_size 152/499 8.96G 0.02247 0.008733 0.01596 82 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.854 0.88 0.942 0.713 Epoch gpu_mem box obj cls labels img_size 153/499 8.96G 0.02147 0.008764 0.01756 80 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s] all 144 144 0.889 0.828 0.94 0.75 Epoch gpu_mem box obj cls labels img_size 154/499 8.96G 0.02151 0.00843 0.01595 89 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.901 0.852 0.921 0.751 Epoch gpu_mem box obj cls labels img_size 155/499 8.96G 0.02122 0.008748 0.01468 90 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.893 0.862 0.941 0.743 Epoch gpu_mem box obj cls labels img_size 156/499 8.96G 0.022 0.008332 0.01534 77 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.841 0.834 0.927 0.733 Epoch gpu_mem box obj cls labels img_size 157/499 8.96G 0.02179 0.008343 0.01686 90 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.834 0.83 0.919 0.717 Epoch gpu_mem box obj cls labels img_size 158/499 8.96G 0.02162 0.008494 0.01493 82 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.841 0.857 0.929 0.719 Epoch gpu_mem box obj cls labels img_size 159/499 8.96G 0.02147 0.008575 0.01485 82 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.84 0.862 0.921 0.713 Epoch gpu_mem box obj cls labels img_size 160/499 8.96G 0.02183 0.008419 0.01582 100 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.872 0.858 0.942 0.734 Epoch gpu_mem box obj cls labels img_size 161/499 8.96G 0.02116 0.008506 0.01527 84 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.87 0.834 0.905 0.714 Epoch gpu_mem box obj cls labels img_size 162/499 8.96G 0.02166 0.008252 0.01475 83 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.862 0.852 0.921 0.746 Epoch gpu_mem box obj cls labels img_size 163/499 8.96G 0.02209 0.008483 0.01596 92 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.931 0.863 0.928 0.711 Epoch gpu_mem box obj cls labels img_size 164/499 8.96G 0.0221 0.008363 0.01677 100 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.884 0.864 0.938 0.72 Epoch gpu_mem box obj cls labels img_size 165/499 8.96G 0.02081 0.008455 0.01439 99 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.881 0.828 0.923 0.74 Epoch gpu_mem box obj cls labels img_size 166/499 8.96G 0.02156 0.008503 0.01405 102 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.877 0.86 0.92 0.715 Epoch gpu_mem box obj cls labels img_size 167/499 8.96G 0.02156 0.008504 0.01433 96 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.899 0.833 0.936 0.762 Epoch gpu_mem box obj cls labels img_size 168/499 8.96G 0.02243 0.008352 0.01604 84 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.87 0.873 0.923 0.721 Epoch gpu_mem box obj cls labels img_size 169/499 8.96G 0.02139 0.008576 0.01551 95 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.888 0.887 0.931 0.734 Epoch gpu_mem box obj cls labels img_size 170/499 8.96G 0.02145 0.00832 0.01574 76 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.868 0.825 0.922 0.721 Epoch gpu_mem box obj cls labels img_size 171/499 8.96G 0.02109 0.008549 0.01457 86 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.844 0.88 0.924 0.726 Epoch gpu_mem box obj cls labels img_size 172/499 8.96G 0.02157 0.00841 0.01613 92 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.884 0.856 0.918 0.711 Epoch gpu_mem box obj cls labels img_size 173/499 8.96G 0.02066 0.008345 0.01237 75 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.884 0.855 0.928 0.723 Epoch gpu_mem box obj cls labels img_size 174/499 8.96G 0.02055 0.008529 0.01382 92 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.884 0.873 0.95 0.732 Epoch gpu_mem box obj cls labels img_size 175/499 8.96G 0.02189 0.008099 0.01438 92 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.898 0.846 0.948 0.765 Epoch gpu_mem box obj cls labels img_size 176/499 8.96G 0.02109 0.008212 0.01479 101 448: 100% 24/24 [00:20<00:00, 1.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.856 0.843 0.937 0.756 Epoch gpu_mem box obj cls labels img_size 177/499 8.96G 0.02174 0.008472 0.01401 97 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.891 0.805 0.925 0.737 Epoch gpu_mem box obj cls labels img_size 178/499 8.96G 0.02067 0.008169 0.013 78 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.913 0.854 0.951 0.761 Epoch gpu_mem box obj cls labels img_size 179/499 8.96G 0.02102 0.008288 0.01412 81 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.89 0.846 0.925 0.727 Epoch gpu_mem box obj cls labels img_size 180/499 8.96G 0.02099 0.008191 0.01448 92 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.883 0.834 0.919 0.696 Epoch gpu_mem box obj cls labels img_size 181/499 8.96G 0.0203 0.008545 0.01587 88 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.866 0.86 0.949 0.767 Epoch gpu_mem box obj cls labels img_size 182/499 8.96G 0.02042 0.008072 0.0131 73 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.842 0.882 0.948 0.763 Epoch gpu_mem box obj cls labels img_size 183/499 8.96G 0.02047 0.008298 0.01418 96 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.896 0.864 0.934 0.735 Epoch gpu_mem box obj cls labels img_size 184/499 8.96G 0.02026 0.008203 0.01504 76 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.867 0.893 0.94 0.736 Epoch gpu_mem box obj cls labels img_size 185/499 8.96G 0.02049 0.008225 0.01391 98 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.897 0.872 0.947 0.74 Epoch gpu_mem box obj cls labels img_size 186/499 8.96G 0.02097 0.008026 0.01489 95 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.77s/it] all 144 144 0.878 0.873 0.932 0.735 Epoch gpu_mem box obj cls labels img_size 187/499 8.96G 0.02165 0.008223 0.01421 100 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.888 0.876 0.937 0.747 Epoch gpu_mem box obj cls labels img_size 188/499 8.96G 0.02066 0.00809 0.01396 71 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s] all 144 144 0.866 0.936 0.969 0.766 Epoch gpu_mem box obj cls labels img_size 189/499 8.96G 0.02086 0.008129 0.01282 90 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.889 0.884 0.938 0.732 Epoch gpu_mem box obj cls labels img_size 190/499 8.96G 0.02083 0.008207 0.01373 96 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.855 0.87 0.93 0.708 Epoch gpu_mem box obj cls labels img_size 191/499 8.96G 0.02078 0.008156 0.01176 80 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.89 0.851 0.935 0.739 Epoch gpu_mem box obj cls labels img_size 192/499 8.96G 0.01995 0.008244 0.01277 81 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.12s/it] all 144 144 0.895 0.846 0.924 0.713 Epoch gpu_mem box obj cls labels img_size 193/499 8.96G 0.02099 0.008251 0.01308 76 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.897 0.83 0.919 0.725 Epoch gpu_mem box obj cls labels img_size 194/499 8.96G 0.01998 0.008207 0.01339 89 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s] all 144 144 0.879 0.864 0.897 0.709 Epoch gpu_mem box obj cls labels img_size 195/499 8.96G 0.0205 0.00803 0.01406 88 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.887 0.831 0.916 0.737 Epoch gpu_mem box obj cls labels img_size 196/499 8.96G 0.02078 0.008313 0.01374 95 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.884 0.855 0.924 0.737 Epoch gpu_mem box obj cls labels img_size 197/499 8.96G 0.02064 0.008379 0.01448 90 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.874 0.797 0.899 0.723 Epoch gpu_mem box obj cls labels img_size 198/499 8.96G 0.02081 0.008353 0.01405 87 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.857 0.861 0.916 0.75 Epoch gpu_mem box obj cls labels img_size 199/499 8.96G 0.01997 0.008028 0.01283 88 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.897 0.842 0.934 0.769 Epoch gpu_mem box obj cls labels img_size 200/499 8.96G 0.01987 0.008346 0.01305 81 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.906 0.851 0.927 0.755 Epoch gpu_mem box obj cls labels img_size 201/499 8.96G 0.01994 0.008206 0.01258 83 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.915 0.81 0.931 0.749 Epoch gpu_mem box obj cls labels img_size 202/499 8.96G 0.0201 0.007971 0.01254 90 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.899 0.854 0.934 0.756 Epoch gpu_mem box obj cls labels img_size 203/499 8.96G 0.02023 0.008201 0.01265 93 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.887 0.89 0.934 0.737 Epoch gpu_mem box obj cls labels img_size 204/499 8.96G 0.02035 0.008116 0.01396 88 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.886 0.844 0.939 0.764 Epoch gpu_mem box obj cls labels img_size 205/499 8.96G 0.0201 0.008183 0.01253 116 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.876 0.842 0.923 0.736 Epoch gpu_mem box obj cls labels img_size 206/499 8.96G 0.02051 0.008233 0.01376 88 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.913 0.834 0.916 0.717 Epoch gpu_mem box obj cls labels img_size 207/499 8.96G 0.02081 0.008227 0.01222 86 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.892 0.84 0.925 0.711 Epoch gpu_mem box obj cls labels img_size 208/499 8.96G 0.01954 0.008346 0.01259 85 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.894 0.852 0.924 0.714 Epoch gpu_mem box obj cls labels img_size 209/499 8.96G 0.02022 0.007764 0.01156 93 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s] all 144 144 0.891 0.861 0.927 0.724 Epoch gpu_mem box obj cls labels img_size 210/499 8.96G 0.01966 0.007936 0.01119 86 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.87 0.852 0.935 0.723 Epoch gpu_mem box obj cls labels img_size 211/499 8.96G 0.01953 0.008178 0.01113 84 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.896 0.891 0.941 0.735 Epoch gpu_mem box obj cls labels img_size 212/499 8.96G 0.02029 0.008183 0.01266 85 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.896 0.873 0.938 0.745 Epoch gpu_mem box obj cls labels img_size 213/499 8.96G 0.01981 0.007932 0.0112 86 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s] all 144 144 0.888 0.854 0.929 0.745 Epoch gpu_mem box obj cls labels img_size 214/499 8.96G 0.02014 0.008004 0.01172 85 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.891 0.869 0.944 0.761 Epoch gpu_mem box obj cls labels img_size 215/499 8.96G 0.01962 0.008021 0.01348 94 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.922 0.856 0.959 0.754 Epoch gpu_mem box obj cls labels img_size 216/499 8.96G 0.02002 0.008226 0.01274 93 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.903 0.865 0.937 0.73 Epoch gpu_mem box obj cls labels img_size 217/499 8.96G 0.02014 0.008007 0.01174 86 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.854 0.879 0.939 0.741 Epoch gpu_mem box obj cls labels img_size 218/499 8.96G 0.02044 0.007916 0.01275 90 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.914 0.838 0.934 0.733 Epoch gpu_mem box obj cls labels img_size 219/499 8.96G 0.01975 0.00776 0.0116 90 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.888 0.856 0.944 0.749 Epoch gpu_mem box obj cls labels img_size 220/499 8.96G 0.01979 0.007949 0.0117 76 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.9 0.85 0.938 0.753 Epoch gpu_mem box obj cls labels img_size 221/499 8.96G 0.01983 0.008151 0.01174 97 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.902 0.849 0.939 0.749 Epoch gpu_mem box obj cls labels img_size 222/499 8.96G 0.01976 0.007941 0.013 100 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.91 0.85 0.952 0.766 Epoch gpu_mem box obj cls labels img_size 223/499 8.96G 0.01995 0.007975 0.0118 96 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.879 0.871 0.947 0.76 Epoch gpu_mem box obj cls labels img_size 224/499 8.96G 0.01976 0.008113 0.01103 95 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.879 0.853 0.923 0.758 Epoch gpu_mem box obj cls labels img_size 225/499 8.96G 0.0201 0.007794 0.01229 87 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.901 0.823 0.932 0.758 Epoch gpu_mem box obj cls labels img_size 226/499 8.96G 0.02009 0.008285 0.01192 94 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.896 0.862 0.935 0.745 Epoch gpu_mem box obj cls labels img_size 227/499 8.96G 0.01967 0.007952 0.01192 94 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.925 0.855 0.936 0.734 Epoch gpu_mem box obj cls labels img_size 228/499 8.96G 0.01896 0.008004 0.01053 90 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.33it/s] all 144 144 0.884 0.854 0.921 0.736 Epoch gpu_mem box obj cls labels img_size 229/499 8.96G 0.0187 0.007939 0.01181 81 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.904 0.866 0.938 0.734 Epoch gpu_mem box obj cls labels img_size 230/499 8.96G 0.02005 0.007798 0.01249 85 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.872 0.879 0.932 0.737 Epoch gpu_mem box obj cls labels img_size 231/499 8.96G 0.01975 0.007924 0.01148 93 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.887 0.874 0.95 0.772 Epoch gpu_mem box obj cls labels img_size 232/499 8.96G 0.01964 0.007955 0.01117 88 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.917 0.863 0.938 0.749 Epoch gpu_mem box obj cls labels img_size 233/499 8.96G 0.01926 0.00782 0.009705 96 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.908 0.853 0.927 0.728 Epoch gpu_mem box obj cls labels img_size 234/499 8.96G 0.02001 0.007758 0.01293 84 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.917 0.85 0.938 0.746 Epoch gpu_mem box obj cls labels img_size 235/499 8.96G 0.02026 0.008021 0.01169 85 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.865 0.835 0.934 0.757 Epoch gpu_mem box obj cls labels img_size 236/499 8.96G 0.01952 0.007694 0.01156 79 448: 100% 24/24 [00:20<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it] all 144 144 0.875 0.859 0.943 0.766 Epoch gpu_mem box obj cls labels img_size 237/499 8.96G 0.01976 0.008169 0.01361 78 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.896 0.852 0.941 0.772 Epoch gpu_mem box obj cls labels img_size 238/499 8.96G 0.01975 0.008102 0.01122 97 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.905 0.86 0.94 0.763 Epoch gpu_mem box obj cls labels img_size 239/499 8.96G 0.01992 0.007987 0.01095 81 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.899 0.863 0.944 0.755 Epoch gpu_mem box obj cls labels img_size 240/499 8.96G 0.01999 0.008069 0.01228 100 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.883 0.871 0.933 0.737 Epoch gpu_mem box obj cls labels img_size 241/499 8.96G 0.01962 0.007822 0.01062 75 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.904 0.879 0.927 0.731 Epoch gpu_mem box obj cls labels img_size 242/499 8.96G 0.0198 0.007844 0.0111 94 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.09it/s] all 144 144 0.888 0.874 0.926 0.744 Epoch gpu_mem box obj cls labels img_size 243/499 8.96G 0.01972 0.007949 0.01079 93 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.891 0.872 0.94 0.751 Epoch gpu_mem box obj cls labels img_size 244/499 8.96G 0.01937 0.007865 0.01253 79 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.08it/s] all 144 144 0.914 0.856 0.931 0.745 Epoch gpu_mem box obj cls labels img_size 245/499 8.96G 0.01999 0.007745 0.0108 96 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.881 0.89 0.942 0.76 Epoch gpu_mem box obj cls labels img_size 246/499 8.96G 0.01963 0.008109 0.01113 95 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.918 0.88 0.936 0.744 Epoch gpu_mem box obj cls labels img_size 247/499 8.96G 0.0193 0.007926 0.01122 111 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.918 0.852 0.93 0.737 Epoch gpu_mem box obj cls labels img_size 248/499 8.96G 0.01927 0.007894 0.009707 97 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.887 0.888 0.93 0.738 Epoch gpu_mem box obj cls labels img_size 249/499 8.96G 0.01931 0.007866 0.01035 101 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.873 0.897 0.931 0.731 Epoch gpu_mem box obj cls labels img_size 250/499 8.96G 0.01838 0.007773 0.009207 82 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.901 0.843 0.931 0.72 Epoch gpu_mem box obj cls labels img_size 251/499 8.96G 0.0192 0.007891 0.009507 87 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.905 0.84 0.912 0.707 Epoch gpu_mem box obj cls labels img_size 252/499 8.96G 0.01917 0.007789 0.0089 88 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.891 0.85 0.915 0.724 Epoch gpu_mem box obj cls labels img_size 253/499 8.96G 0.0191 0.007581 0.009872 99 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.878 0.849 0.923 0.737 Epoch gpu_mem box obj cls labels img_size 254/499 8.96G 0.01863 0.00769 0.01028 92 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.906 0.842 0.929 0.744 Epoch gpu_mem box obj cls labels img_size 255/499 8.96G 0.01934 0.008041 0.01035 82 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.865 0.85 0.933 0.747 Epoch gpu_mem box obj cls labels img_size 256/499 8.96G 0.01892 0.007856 0.01045 99 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.874 0.829 0.92 0.745 Epoch gpu_mem box obj cls labels img_size 257/499 8.96G 0.01905 0.007531 0.01153 89 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.893 0.822 0.923 0.747 Epoch gpu_mem box obj cls labels img_size 258/499 8.96G 0.01969 0.007913 0.01091 99 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.878 0.824 0.917 0.745 Epoch gpu_mem box obj cls labels img_size 259/499 8.96G 0.01924 0.007608 0.01026 85 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.09s/it] all 144 144 0.883 0.844 0.932 0.744 Epoch gpu_mem box obj cls labels img_size 260/499 8.96G 0.0197 0.00795 0.01049 97 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.914 0.846 0.939 0.757 Epoch gpu_mem box obj cls labels img_size 261/499 8.96G 0.018 0.007479 0.008359 90 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.27s/it] all 144 144 0.878 0.843 0.938 0.742 Epoch gpu_mem box obj cls labels img_size 262/499 8.96G 0.01834 0.007774 0.009803 86 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.883 0.857 0.931 0.732 Epoch gpu_mem box obj cls labels img_size 263/499 8.96G 0.01921 0.007622 0.009836 90 448: 100% 24/24 [00:21<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s] all 144 144 0.894 0.864 0.928 0.728 Epoch gpu_mem box obj cls labels img_size 264/499 8.96G 0.01926 0.007649 0.009947 86 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.92 0.857 0.935 0.722 Epoch gpu_mem box obj cls labels img_size 265/499 8.96G 0.01889 0.007661 0.009782 84 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.899 0.844 0.931 0.726 Epoch gpu_mem box obj cls labels img_size 266/499 8.96G 0.01878 0.007664 0.009251 85 448: 100% 24/24 [00:20<00:00, 1.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.874 0.862 0.926 0.731 Epoch gpu_mem box obj cls labels img_size 267/499 8.96G 0.01897 0.0076 0.009896 89 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.859 0.862 0.924 0.736 Epoch gpu_mem box obj cls labels img_size 268/499 8.96G 0.01928 0.007439 0.00971 89 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.20s/it] all 144 144 0.873 0.85 0.933 0.742 Epoch gpu_mem box obj cls labels img_size 269/499 8.96G 0.01851 0.00764 0.009766 87 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.893 0.854 0.931 0.734 Epoch gpu_mem box obj cls labels img_size 270/499 8.96G 0.01889 0.007658 0.01026 90 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.879 0.864 0.926 0.736 Epoch gpu_mem box obj cls labels img_size 271/499 8.96G 0.01787 0.007717 0.009222 108 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.89 0.855 0.915 0.727 Epoch gpu_mem box obj cls labels img_size 272/499 8.96G 0.01777 0.007698 0.009526 83 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.898 0.85 0.928 0.745 Epoch gpu_mem box obj cls labels img_size 273/499 8.96G 0.01801 0.007461 0.00878 93 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.909 0.848 0.936 0.752 Epoch gpu_mem box obj cls labels img_size 274/499 8.96G 0.01795 0.007479 0.009294 89 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.919 0.837 0.936 0.753 Epoch gpu_mem box obj cls labels img_size 275/499 8.96G 0.01887 0.007528 0.009716 93 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.926 0.847 0.933 0.745 Epoch gpu_mem box obj cls labels img_size 276/499 8.96G 0.01823 0.007554 0.009094 92 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.932 0.869 0.93 0.744 Epoch gpu_mem box obj cls labels img_size 277/499 8.96G 0.0181 0.007607 0.01045 87 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.925 0.867 0.932 0.743 Epoch gpu_mem box obj cls labels img_size 278/499 8.96G 0.01818 0.007702 0.009388 89 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.918 0.884 0.933 0.744 Epoch gpu_mem box obj cls labels img_size 279/499 8.96G 0.01834 0.007565 0.009955 85 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.895 0.864 0.935 0.741 Epoch gpu_mem box obj cls labels img_size 280/499 8.96G 0.0183 0.007497 0.009745 87 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.10it/s] all 144 144 0.898 0.843 0.937 0.747 Epoch gpu_mem box obj cls labels img_size 281/499 8.96G 0.01803 0.007722 0.009221 71 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.903 0.856 0.924 0.746 Epoch gpu_mem box obj cls labels img_size 282/499 8.96G 0.0181 0.007457 0.009722 81 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.858 0.87 0.933 0.771 Epoch gpu_mem box obj cls labels img_size 283/499 8.96G 0.01794 0.007478 0.009589 82 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.903 0.843 0.94 0.769 Epoch gpu_mem box obj cls labels img_size 284/499 8.96G 0.01834 0.007489 0.01148 78 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.922 0.861 0.939 0.756 Epoch gpu_mem box obj cls labels img_size 285/499 8.96G 0.01868 0.007614 0.00987 91 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.925 0.877 0.94 0.753 Epoch gpu_mem box obj cls labels img_size 286/499 8.96G 0.01792 0.007477 0.008238 82 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.917 0.88 0.947 0.768 Epoch gpu_mem box obj cls labels img_size 287/499 8.96G 0.01786 0.007356 0.008008 88 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.903 0.895 0.952 0.773 Epoch gpu_mem box obj cls labels img_size 288/499 8.96G 0.01805 0.007427 0.008754 92 448: 100% 24/24 [00:21<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.885 0.883 0.943 0.768 Epoch gpu_mem box obj cls labels img_size 289/499 8.96G 0.01793 0.00751 0.009131 99 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.885 0.898 0.942 0.758 Epoch gpu_mem box obj cls labels img_size 290/499 8.96G 0.01778 0.00762 0.008998 88 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.889 0.908 0.943 0.746 Epoch gpu_mem box obj cls labels img_size 291/499 8.96G 0.01829 0.007517 0.008742 92 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.902 0.876 0.925 0.736 Epoch gpu_mem box obj cls labels img_size 292/499 8.96G 0.01799 0.00745 0.008922 101 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.897 0.884 0.933 0.745 Epoch gpu_mem box obj cls labels img_size 293/499 8.96G 0.01832 0.007291 0.007892 91 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.9 0.887 0.928 0.745 Epoch gpu_mem box obj cls labels img_size 294/499 8.96G 0.01821 0.007266 0.007778 82 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.912 0.877 0.936 0.75 Epoch gpu_mem box obj cls labels img_size 295/499 8.96G 0.01747 0.007301 0.008032 91 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.897 0.876 0.932 0.75 Epoch gpu_mem box obj cls labels img_size 296/499 8.96G 0.01725 0.007403 0.007891 83 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.894 0.874 0.941 0.76 Epoch gpu_mem box obj cls labels img_size 297/499 8.96G 0.01834 0.007448 0.009486 101 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.854 0.888 0.937 0.762 Epoch gpu_mem box obj cls labels img_size 298/499 8.96G 0.01777 0.00731 0.01012 91 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.50s/it] all 144 144 0.876 0.872 0.935 0.758 Epoch gpu_mem box obj cls labels img_size 299/499 8.96G 0.0175 0.007444 0.008703 85 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.889 0.875 0.939 0.759 Epoch gpu_mem box obj cls labels img_size 300/499 8.96G 0.01758 0.007399 0.009123 80 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.903 0.867 0.936 0.76 Epoch gpu_mem box obj cls labels img_size 301/499 8.96G 0.01783 0.007594 0.008998 97 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.89 0.873 0.945 0.772 Epoch gpu_mem box obj cls labels img_size 302/499 8.96G 0.01786 0.007441 0.008695 97 448: 100% 24/24 [00:23<00:00, 1.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.888 0.866 0.947 0.76 Epoch gpu_mem box obj cls labels img_size 303/499 8.96G 0.01799 0.007463 0.009155 90 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.898 0.854 0.947 0.76 Epoch gpu_mem box obj cls labels img_size 304/499 8.96G 0.01814 0.007452 0.01007 85 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.89 0.865 0.939 0.749 Epoch gpu_mem box obj cls labels img_size 305/499 8.96G 0.01784 0.00741 0.01066 81 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.893 0.874 0.939 0.753 Epoch gpu_mem box obj cls labels img_size 306/499 8.96G 0.01763 0.007579 0.007506 90 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.906 0.886 0.937 0.746 Epoch gpu_mem box obj cls labels img_size 307/499 8.96G 0.01745 0.007269 0.007414 81 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.917 0.879 0.935 0.752 Epoch gpu_mem box obj cls labels img_size 308/499 8.96G 0.01789 0.007272 0.007985 93 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.921 0.877 0.935 0.752 Epoch gpu_mem box obj cls labels img_size 309/499 8.96G 0.01716 0.0071 0.008387 89 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.917 0.88 0.938 0.759 Epoch gpu_mem box obj cls labels img_size 310/499 8.96G 0.01759 0.007164 0.00927 86 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.917 0.883 0.936 0.764 Epoch gpu_mem box obj cls labels img_size 311/499 8.96G 0.01757 0.007363 0.008365 93 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.23s/it] all 144 144 0.91 0.888 0.931 0.761 Epoch gpu_mem box obj cls labels img_size 312/499 8.96G 0.01715 0.006868 0.00689 75 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.904 0.879 0.93 0.754 Epoch gpu_mem box obj cls labels img_size 313/499 8.96G 0.01791 0.007276 0.008329 97 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.892 0.866 0.931 0.757 Epoch gpu_mem box obj cls labels img_size 314/499 8.96G 0.01808 0.007297 0.008429 88 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.894 0.87 0.932 0.752 Epoch gpu_mem box obj cls labels img_size 315/499 8.96G 0.01782 0.00739 0.008105 76 448: 100% 24/24 [00:24<00:00, 1.00s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.897 0.892 0.936 0.753 Epoch gpu_mem box obj cls labels img_size 316/499 8.96G 0.01743 0.006993 0.008324 87 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.913 0.892 0.939 0.754 Epoch gpu_mem box obj cls labels img_size 317/499 8.96G 0.01781 0.007463 0.008658 94 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.934 0.893 0.954 0.769 Epoch gpu_mem box obj cls labels img_size 318/499 8.96G 0.017 0.007263 0.007922 84 448: 100% 24/24 [00:24<00:00, 1.00s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it] all 144 144 0.921 0.89 0.954 0.763 Epoch gpu_mem box obj cls labels img_size 319/499 8.96G 0.018 0.007181 0.009063 90 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.909 0.883 0.95 0.757 Epoch gpu_mem box obj cls labels img_size 320/499 8.96G 0.0168 0.007274 0.006561 79 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.905 0.875 0.943 0.748 Epoch gpu_mem box obj cls labels img_size 321/499 8.96G 0.01724 0.007319 0.007648 88 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.91 0.872 0.943 0.752 Epoch gpu_mem box obj cls labels img_size 322/499 8.96G 0.01753 0.007167 0.008395 93 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.917 0.868 0.943 0.76 Epoch gpu_mem box obj cls labels img_size 323/499 8.96G 0.01697 0.007258 0.006465 78 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.855 0.905 0.948 0.774 Epoch gpu_mem box obj cls labels img_size 324/499 8.96G 0.01749 0.007136 0.00853 85 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.881 0.892 0.945 0.773 Epoch gpu_mem box obj cls labels img_size 325/499 8.96G 0.01761 0.007306 0.008234 84 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.907 0.875 0.945 0.772 Epoch gpu_mem box obj cls labels img_size 326/499 8.96G 0.0173 0.007143 0.007641 90 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.892 0.887 0.944 0.772 Epoch gpu_mem box obj cls labels img_size 327/499 8.96G 0.01747 0.007205 0.008142 87 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.70s/it] all 144 144 0.877 0.889 0.944 0.768 Epoch gpu_mem box obj cls labels img_size 328/499 8.96G 0.01721 0.007446 0.008218 93 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.906 0.871 0.937 0.755 Epoch gpu_mem box obj cls labels img_size 329/499 8.96G 0.01696 0.00722 0.008221 88 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.889 0.886 0.943 0.764 Epoch gpu_mem box obj cls labels img_size 330/499 8.96G 0.01656 0.007048 0.007031 90 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.878 0.888 0.947 0.762 Epoch gpu_mem box obj cls labels img_size 331/499 8.96G 0.01695 0.007068 0.007468 89 448: 100% 24/24 [00:23<00:00, 1.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.879 0.871 0.94 0.763 Epoch gpu_mem box obj cls labels img_size 332/499 8.96G 0.01691 0.007226 0.006185 103 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.865 0.885 0.93 0.751 Epoch gpu_mem box obj cls labels img_size 333/499 8.96G 0.01653 0.007097 0.006649 85 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.865 0.872 0.931 0.752 Epoch gpu_mem box obj cls labels img_size 334/499 8.96G 0.01666 0.007098 0.006655 94 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.07s/it] all 144 144 0.861 0.87 0.931 0.752 Epoch gpu_mem box obj cls labels img_size 335/499 8.96G 0.01652 0.006925 0.006698 91 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.91 0.864 0.931 0.747 Epoch gpu_mem box obj cls labels img_size 336/499 8.96G 0.0164 0.007136 0.006134 88 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.906 0.858 0.933 0.755 Epoch gpu_mem box obj cls labels img_size 337/499 8.96G 0.01687 0.007111 0.007457 83 448: 100% 24/24 [00:23<00:00, 1.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.09it/s] all 144 144 0.901 0.863 0.934 0.756 Epoch gpu_mem box obj cls labels img_size 338/499 8.96G 0.01677 0.007202 0.007055 82 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.902 0.845 0.935 0.762 Epoch gpu_mem box obj cls labels img_size 339/499 8.96G 0.01679 0.007102 0.006383 100 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.907 0.851 0.939 0.756 Epoch gpu_mem box obj cls labels img_size 340/499 8.96G 0.01736 0.007058 0.007943 88 448: 100% 24/24 [00:24<00:00, 1.00s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.899 0.85 0.94 0.751 Epoch gpu_mem box obj cls labels img_size 341/499 8.96G 0.01698 0.00707 0.008662 78 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.906 0.857 0.946 0.757 Epoch gpu_mem box obj cls labels img_size 342/499 8.96G 0.01635 0.007044 0.006419 90 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.895 0.879 0.95 0.759 Epoch gpu_mem box obj cls labels img_size 343/499 8.96G 0.01695 0.007138 0.007412 86 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.895 0.885 0.953 0.758 Epoch gpu_mem box obj cls labels img_size 344/499 8.96G 0.01656 0.007182 0.007129 104 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.894 0.871 0.955 0.762 Epoch gpu_mem box obj cls labels img_size 345/499 8.96G 0.01728 0.007125 0.007057 80 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.909 0.868 0.955 0.759 Epoch gpu_mem box obj cls labels img_size 346/499 8.96G 0.01687 0.006962 0.007232 93 448: 100% 24/24 [00:24<00:00, 1.02s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.898 0.859 0.955 0.761 Epoch gpu_mem box obj cls labels img_size 347/499 8.96G 0.01614 0.006841 0.006193 76 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.899 0.853 0.946 0.752 Epoch gpu_mem box obj cls labels img_size 348/499 8.96G 0.01709 0.006977 0.006829 85 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.91 0.846 0.95 0.76 Epoch gpu_mem box obj cls labels img_size 349/499 8.96G 0.01633 0.007091 0.007326 90 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.879 0.87 0.946 0.763 Epoch gpu_mem box obj cls labels img_size 350/499 8.96G 0.01632 0.006726 0.006442 89 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it] all 144 144 0.871 0.871 0.939 0.759 Epoch gpu_mem box obj cls labels img_size 351/499 8.96G 0.01727 0.006992 0.007978 83 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.877 0.858 0.939 0.76 Epoch gpu_mem box obj cls labels img_size 352/499 8.96G 0.01675 0.007085 0.007512 94 448: 100% 24/24 [00:24<00:00, 1.00s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.856 0.883 0.945 0.764 Epoch gpu_mem box obj cls labels img_size 353/499 8.96G 0.01653 0.007227 0.006513 90 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.898 0.845 0.947 0.764 Epoch gpu_mem box obj cls labels img_size 354/499 8.96G 0.01593 0.007106 0.006566 95 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.912 0.856 0.953 0.769 Epoch gpu_mem box obj cls labels img_size 355/499 8.96G 0.01642 0.007006 0.007209 87 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.21s/it] all 144 144 0.891 0.852 0.949 0.767 Epoch gpu_mem box obj cls labels img_size 356/499 8.96G 0.01629 0.006806 0.007594 85 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.856 0.881 0.948 0.768 Epoch gpu_mem box obj cls labels img_size 357/499 8.96G 0.01609 0.007062 0.006536 93 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.869 0.882 0.946 0.769 Epoch gpu_mem box obj cls labels img_size 358/499 8.96G 0.01633 0.006707 0.007233 87 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.46s/it] all 144 144 0.901 0.858 0.942 0.764 Epoch gpu_mem box obj cls labels img_size 359/499 8.96G 0.016 0.00684 0.005804 94 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.883 0.866 0.936 0.761 Epoch gpu_mem box obj cls labels img_size 360/499 8.96G 0.0162 0.006773 0.005925 79 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.882 0.87 0.937 0.759 Epoch gpu_mem box obj cls labels img_size 361/499 8.96G 0.01658 0.007181 0.005917 116 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.914 0.857 0.941 0.763 Epoch gpu_mem box obj cls labels img_size 362/499 8.96G 0.01625 0.006674 0.006747 76 448: 100% 24/24 [00:23<00:00, 1.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.908 0.859 0.939 0.764 Epoch gpu_mem box obj cls labels img_size 363/499 8.96G 0.01633 0.006952 0.006844 92 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.916 0.865 0.945 0.765 Epoch gpu_mem box obj cls labels img_size 364/499 8.96G 0.01576 0.006939 0.006348 92 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.914 0.859 0.941 0.767 Epoch gpu_mem box obj cls labels img_size 365/499 8.96G 0.01659 0.006925 0.006175 92 448: 100% 24/24 [00:24<00:00, 1.00s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.895 0.867 0.943 0.763 Epoch gpu_mem box obj cls labels img_size 366/499 8.96G 0.0164 0.006797 0.005968 79 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.888 0.872 0.944 0.763 Epoch gpu_mem box obj cls labels img_size 367/499 8.96G 0.01674 0.006966 0.007273 93 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.903 0.866 0.942 0.764 Epoch gpu_mem box obj cls labels img_size 368/499 8.96G 0.01625 0.006788 0.00622 103 448: 100% 24/24 [00:24<00:00, 1.02s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.905 0.863 0.946 0.763 Epoch gpu_mem box obj cls labels img_size 369/499 8.96G 0.01604 0.006829 0.006373 80 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.895 0.868 0.943 0.773 Epoch gpu_mem box obj cls labels img_size 370/499 8.96G 0.01574 0.006813 0.006351 93 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.10s/it] all 144 144 0.894 0.869 0.943 0.776 Epoch gpu_mem box obj cls labels img_size 371/499 8.96G 0.01576 0.006828 0.00647 83 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.87 0.877 0.941 0.773 Epoch gpu_mem box obj cls labels img_size 372/499 8.96G 0.01581 0.006672 0.006395 89 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it] all 144 144 0.879 0.879 0.946 0.776 Epoch gpu_mem box obj cls labels img_size 373/499 8.96G 0.01567 0.006789 0.005852 85 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.885 0.873 0.948 0.775 Epoch gpu_mem box obj cls labels img_size 374/499 8.96G 0.01584 0.006847 0.006081 70 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.881 0.86 0.949 0.772 Epoch gpu_mem box obj cls labels img_size 375/499 8.96G 0.01629 0.006903 0.007106 80 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.889 0.854 0.949 0.768 Epoch gpu_mem box obj cls labels img_size 376/499 8.96G 0.01584 0.006934 0.007507 96 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.898 0.853 0.951 0.775 Epoch gpu_mem box obj cls labels img_size 377/499 8.96G 0.01597 0.006957 0.005066 79 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.909 0.855 0.95 0.774 Epoch gpu_mem box obj cls labels img_size 378/499 8.96G 0.01581 0.006786 0.006083 81 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.913 0.855 0.951 0.776 Epoch gpu_mem box obj cls labels img_size 379/499 8.96G 0.01559 0.007094 0.006199 106 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.904 0.852 0.95 0.774 Epoch gpu_mem box obj cls labels img_size 380/499 8.96G 0.01546 0.007125 0.005798 92 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.904 0.856 0.947 0.772 Epoch gpu_mem box obj cls labels img_size 381/499 8.96G 0.01558 0.00674 0.005794 83 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.909 0.856 0.948 0.77 Epoch gpu_mem box obj cls labels img_size 382/499 8.96G 0.01568 0.006768 0.00623 92 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.914 0.857 0.953 0.773 Epoch gpu_mem box obj cls labels img_size 383/499 8.96G 0.0162 0.006809 0.005987 98 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.07s/it] all 144 144 0.9 0.867 0.953 0.777 Epoch gpu_mem box obj cls labels img_size 384/499 8.96G 0.016 0.006493 0.006306 90 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.899 0.87 0.947 0.772 Epoch gpu_mem box obj cls labels img_size 385/499 8.96G 0.01529 0.006817 0.006021 77 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.867 0.915 0.951 0.775 Epoch gpu_mem box obj cls labels img_size 386/499 8.96G 0.01555 0.00682 0.005518 92 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.43s/it] all 144 144 0.896 0.88 0.951 0.771 Epoch gpu_mem box obj cls labels img_size 387/499 8.96G 0.01559 0.006825 0.006593 90 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.873 0.883 0.943 0.767 Epoch gpu_mem box obj cls labels img_size 388/499 8.96G 0.01592 0.006724 0.005853 86 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.863 0.886 0.942 0.767 Epoch gpu_mem box obj cls labels img_size 389/499 8.96G 0.01571 0.0066 0.005594 87 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.856 0.872 0.943 0.77 Epoch gpu_mem box obj cls labels img_size 390/499 8.96G 0.01579 0.006652 0.006176 80 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.873 0.853 0.938 0.768 Epoch gpu_mem box obj cls labels img_size 391/499 8.96G 0.01518 0.006776 0.005303 86 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.871 0.852 0.94 0.769 Epoch gpu_mem box obj cls labels img_size 392/499 8.96G 0.01529 0.006724 0.005197 100 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.88 0.849 0.938 0.77 Epoch gpu_mem box obj cls labels img_size 393/499 8.96G 0.0152 0.006777 0.005195 91 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.891 0.851 0.939 0.769 Epoch gpu_mem box obj cls labels img_size 394/499 8.96G 0.01526 0.006603 0.005647 96 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.879 0.853 0.939 0.771 Epoch gpu_mem box obj cls labels img_size 395/499 8.96G 0.01549 0.006777 0.005552 85 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.863 0.857 0.938 0.77 Epoch gpu_mem box obj cls labels img_size 396/499 8.96G 0.01528 0.00663 0.00458 82 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.867 0.851 0.936 0.768 Epoch gpu_mem box obj cls labels img_size 397/499 8.96G 0.01509 0.006809 0.005885 91 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.875 0.844 0.938 0.766 Epoch gpu_mem box obj cls labels img_size 398/499 8.96G 0.01492 0.006701 0.005532 96 448: 100% 24/24 [00:21<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.882 0.841 0.939 0.768 Epoch gpu_mem box obj cls labels img_size 399/499 8.96G 0.0151 0.006516 0.004861 93 448: 100% 24/24 [00:23<00:00, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.882 0.853 0.941 0.767 Epoch gpu_mem box obj cls labels img_size 400/499 8.96G 0.01518 0.006759 0.005779 85 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.88 0.86 0.941 0.763 Epoch gpu_mem box obj cls labels img_size 401/499 8.96G 0.015 0.006556 0.004519 100 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.888 0.865 0.938 0.761 Epoch gpu_mem box obj cls labels img_size 402/499 8.96G 0.01499 0.00636 0.004766 91 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s] all 144 144 0.893 0.866 0.943 0.77 Epoch gpu_mem box obj cls labels img_size 403/499 8.96G 0.01517 0.006543 0.004389 95 448: 100% 24/24 [00:21<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.894 0.87 0.943 0.771 Epoch gpu_mem box obj cls labels img_size 404/499 8.96G 0.01497 0.006321 0.004078 77 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.894 0.867 0.942 0.77 Epoch gpu_mem box obj cls labels img_size 405/499 8.96G 0.01544 0.00667 0.005355 85 448: 100% 24/24 [00:21<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.55s/it] all 144 144 0.898 0.866 0.942 0.769 Epoch gpu_mem box obj cls labels img_size 406/499 8.96G 0.01518 0.00652 0.005265 85 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.913 0.864 0.941 0.769 Epoch gpu_mem box obj cls labels img_size 407/499 8.96G 0.01558 0.006529 0.005269 99 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.907 0.866 0.943 0.773 Epoch gpu_mem box obj cls labels img_size 408/499 8.96G 0.01559 0.006417 0.004842 87 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.903 0.866 0.94 0.769 Epoch gpu_mem box obj cls labels img_size 409/499 8.96G 0.01519 0.006472 0.005213 93 448: 100% 24/24 [00:24<00:00, 1.02s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.916 0.855 0.938 0.765 Epoch gpu_mem box obj cls labels img_size 410/499 8.96G 0.01504 0.006574 0.005773 81 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.921 0.854 0.938 0.766 Epoch gpu_mem box obj cls labels img_size 411/499 8.96G 0.01524 0.00653 0.005032 87 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.924 0.862 0.942 0.769 Epoch gpu_mem box obj cls labels img_size 412/499 8.96G 0.01482 0.006405 0.004477 87 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.09s/it] all 144 144 0.926 0.858 0.941 0.765 Epoch gpu_mem box obj cls labels img_size 413/499 8.96G 0.01558 0.006406 0.006386 86 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.906 0.865 0.938 0.767 Epoch gpu_mem box obj cls labels img_size 414/499 8.96G 0.01537 0.006581 0.005271 87 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.903 0.868 0.938 0.764 Epoch gpu_mem box obj cls labels img_size 415/499 8.96G 0.01532 0.006349 0.005295 85 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.909 0.864 0.937 0.765 Epoch gpu_mem box obj cls labels img_size 416/499 8.96G 0.01496 0.006543 0.005693 94 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.912 0.86 0.936 0.764 Epoch gpu_mem box obj cls labels img_size 417/499 8.96G 0.01468 0.006391 0.005036 91 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s] all 144 144 0.912 0.859 0.935 0.767 Epoch gpu_mem box obj cls labels img_size 418/499 8.96G 0.01432 0.006605 0.005015 99 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.917 0.859 0.94 0.771 Epoch gpu_mem box obj cls labels img_size 419/499 8.96G 0.01426 0.006427 0.004493 94 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.922 0.858 0.94 0.77 Epoch gpu_mem box obj cls labels img_size 420/499 8.96G 0.01473 0.006521 0.003779 83 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.922 0.854 0.938 0.77 Epoch gpu_mem box obj cls labels img_size 421/499 8.96G 0.01479 0.006538 0.0056 83 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.921 0.852 0.938 0.766 Epoch gpu_mem box obj cls labels img_size 422/499 8.96G 0.01458 0.006345 0.004735 82 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.917 0.853 0.936 0.766 Epoch gpu_mem box obj cls labels img_size 423/499 8.96G 0.0151 0.006411 0.00566 86 448: 100% 24/24 [00:22<00:00, 1.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.919 0.848 0.934 0.766 Epoch gpu_mem box obj cls labels img_size 424/499 8.96G 0.01481 0.006474 0.004476 76 448: 100% 24/24 [00:24<00:00, 1.02s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.919 0.848 0.933 0.763 Epoch gpu_mem box obj cls labels img_size 425/499 8.96G 0.01435 0.006323 0.004457 79 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.908 0.861 0.933 0.763 Epoch gpu_mem box obj cls labels img_size 426/499 8.96G 0.01405 0.006392 0.004229 90 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.908 0.86 0.933 0.763 Epoch gpu_mem box obj cls labels img_size 427/499 8.96G 0.01432 0.006378 0.005049 86 448: 100% 24/24 [00:24<00:00, 1.03s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.915 0.852 0.935 0.763 Epoch gpu_mem box obj cls labels img_size 428/499 8.96G 0.01514 0.006331 0.004205 82 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.912 0.856 0.937 0.766 Epoch gpu_mem box obj cls labels img_size 429/499 8.96G 0.01436 0.006515 0.004767 89 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.905 0.861 0.937 0.764 Epoch gpu_mem box obj cls labels img_size 430/499 8.96G 0.01401 0.006162 0.004335 94 448: 100% 24/24 [00:24<00:00, 1.02s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.901 0.873 0.93 0.761 Epoch gpu_mem box obj cls labels img_size 431/499 8.96G 0.0142 0.006223 0.00376 83 448: 100% 24/24 [00:23<00:00, 1.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.908 0.868 0.932 0.763 Epoch gpu_mem box obj cls labels img_size 432/499 8.96G 0.01452 0.006432 0.005091 89 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.909 0.867 0.933 0.768 Epoch gpu_mem box obj cls labels img_size 433/499 8.96G 0.01454 0.006534 0.00455 87 448: 100% 24/24 [00:24<00:00, 1.03s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.906 0.867 0.933 0.767 Epoch gpu_mem box obj cls labels img_size 434/499 8.96G 0.01448 0.006379 0.004781 98 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.909 0.87 0.932 0.765 Epoch gpu_mem box obj cls labels img_size 435/499 8.96G 0.01418 0.006217 0.004175 91 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.91 0.871 0.932 0.766 Epoch gpu_mem box obj cls labels img_size 436/499 8.96G 0.01394 0.006485 0.00447 99 448: 100% 24/24 [00:23<00:00, 1.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.913 0.869 0.933 0.767 Epoch gpu_mem box obj cls labels img_size 437/499 8.96G 0.01403 0.006329 0.004332 90 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.917 0.87 0.933 0.767 Epoch gpu_mem box obj cls labels img_size 438/499 8.96G 0.01456 0.006133 0.0043 85 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.915 0.87 0.934 0.766 Epoch gpu_mem box obj cls labels img_size 439/499 8.96G 0.01393 0.006352 0.004776 100 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.915 0.865 0.933 0.761 Epoch gpu_mem box obj cls labels img_size 440/499 8.96G 0.01447 0.006253 0.004531 91 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.914 0.866 0.932 0.761 Epoch gpu_mem box obj cls labels img_size 441/499 8.96G 0.01383 0.00611 0.004007 94 448: 100% 24/24 [00:22<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.917 0.865 0.931 0.76 Epoch gpu_mem box obj cls labels img_size 442/499 8.96G 0.014 0.006182 0.004718 93 448: 100% 24/24 [00:24<00:00, 1.00s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.914 0.858 0.932 0.758 Epoch gpu_mem box obj cls labels img_size 443/499 8.96G 0.01376 0.006135 0.003661 91 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.912 0.854 0.933 0.758 Epoch gpu_mem box obj cls labels img_size 444/499 8.96G 0.01368 0.006196 0.003976 85 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.914 0.854 0.931 0.754 Epoch gpu_mem box obj cls labels img_size 445/499 8.96G 0.01353 0.006196 0.003622 88 448: 100% 24/24 [00:23<00:00, 1.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.911 0.855 0.931 0.761 Epoch gpu_mem box obj cls labels img_size 446/499 8.96G 0.01379 0.006261 0.00401 74 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.909 0.856 0.93 0.761 Epoch gpu_mem box obj cls labels img_size 447/499 8.96G 0.01382 0.006268 0.00401 80 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.08it/s] all 144 144 0.906 0.859 0.931 0.762 Epoch gpu_mem box obj cls labels img_size 448/499 8.96G 0.01418 0.006245 0.004705 95 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.906 0.86 0.929 0.762 Epoch gpu_mem box obj cls labels img_size 449/499 8.96G 0.01334 0.006102 0.003553 95 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s] all 144 144 0.903 0.864 0.929 0.761 Epoch gpu_mem box obj cls labels img_size 450/499 8.96G 0.01345 0.00634 0.003949 82 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.9 0.871 0.929 0.764 Epoch gpu_mem box obj cls labels img_size 451/499 8.96G 0.01381 0.006271 0.004289 67 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.71s/it] all 144 144 0.897 0.872 0.929 0.762 Epoch gpu_mem box obj cls labels img_size 452/499 8.96G 0.01364 0.006217 0.00344 94 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.887 0.878 0.927 0.762 Epoch gpu_mem box obj cls labels img_size 453/499 8.96G 0.01377 0.006119 0.004206 88 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.89 0.878 0.928 0.76 Epoch gpu_mem box obj cls labels img_size 454/499 8.96G 0.01429 0.006115 0.004439 89 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.882 0.872 0.927 0.759 Epoch gpu_mem box obj cls labels img_size 455/499 8.96G 0.0141 0.006095 0.003597 79 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.882 0.875 0.928 0.76 Epoch gpu_mem box obj cls labels img_size 456/499 8.96G 0.01307 0.006045 0.003584 94 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.881 0.878 0.933 0.766 Epoch gpu_mem box obj cls labels img_size 457/499 8.96G 0.01318 0.006287 0.004109 76 448: 100% 24/24 [00:21<00:00, 1.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.878 0.878 0.934 0.768 Epoch gpu_mem box obj cls labels img_size 458/499 8.96G 0.01352 0.006033 0.004047 81 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.897 0.869 0.936 0.771 Epoch gpu_mem box obj cls labels img_size 459/499 8.96G 0.01349 0.006285 0.004236 93 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.902 0.87 0.935 0.769 Epoch gpu_mem box obj cls labels img_size 460/499 8.96G 0.0137 0.006091 0.003519 88 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.907 0.87 0.935 0.769 Epoch gpu_mem box obj cls labels img_size 461/499 8.96G 0.01305 0.006138 0.003807 94 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.885 0.878 0.933 0.768 Epoch gpu_mem box obj cls labels img_size 462/499 8.96G 0.01342 0.006256 0.003609 91 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.885 0.88 0.935 0.771 Epoch gpu_mem box obj cls labels img_size 463/499 8.96G 0.01323 0.006167 0.003918 99 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.887 0.878 0.931 0.77 Epoch gpu_mem box obj cls labels img_size 464/499 8.96G 0.01363 0.006262 0.003878 92 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.906 0.874 0.933 0.769 Epoch gpu_mem box obj cls labels img_size 465/499 8.96G 0.01304 0.005835 0.003851 102 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it] all 144 144 0.907 0.873 0.933 0.771 Epoch gpu_mem box obj cls labels img_size 466/499 8.96G 0.01308 0.006247 0.003355 89 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.907 0.872 0.933 0.771 Epoch gpu_mem box obj cls labels img_size 467/499 8.96G 0.01321 0.006069 0.003687 91 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.906 0.872 0.932 0.77 Epoch gpu_mem box obj cls labels img_size 468/499 8.96G 0.01337 0.006077 0.004615 69 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.906 0.871 0.932 0.773 Epoch gpu_mem box obj cls labels img_size 469/499 8.96G 0.01292 0.006129 0.003232 82 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.905 0.872 0.932 0.772 Epoch gpu_mem box obj cls labels img_size 470/499 8.96G 0.0134 0.006248 0.003439 85 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.905 0.873 0.932 0.773 Epoch gpu_mem box obj cls labels img_size 471/499 8.96G 0.01282 0.006193 0.003901 91 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it] all 144 144 0.906 0.873 0.931 0.771 Epoch gpu_mem box obj cls labels img_size 472/499 8.96G 0.0128 0.00604 0.003835 80 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.909 0.873 0.931 0.767 Epoch gpu_mem box obj cls labels img_size 473/499 8.96G 0.01325 0.006207 0.003607 77 448: 100% 24/24 [00:24<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it] all 144 144 0.908 0.874 0.931 0.766 Epoch gpu_mem box obj cls labels img_size 474/499 8.96G 0.01283 0.006021 0.003687 85 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it] all 144 144 0.906 0.875 0.929 0.765 Epoch gpu_mem box obj cls labels img_size 475/499 8.96G 0.01286 0.006048 0.003484 93 448: 100% 24/24 [00:22<00:00, 1.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s] all 144 144 0.905 0.876 0.931 0.766 Epoch gpu_mem box obj cls labels img_size 476/499 8.96G 0.01278 0.00589 0.002973 94 448: 100% 24/24 [00:22<00:00, 1.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.28s/it] all 144 144 0.907 0.876 0.931 0.766 Epoch gpu_mem box obj cls labels img_size 477/499 8.96G 0.01282 0.005978 0.00299 97 448: 100% 24/24 [00:23<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.908 0.876 0.931 0.765 Epoch gpu_mem box obj cls labels img_size 478/499 8.96G 0.01326 0.006159 0.004234 79 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it] all 144 144 0.909 0.876 0.931 0.765 Epoch gpu_mem box obj cls labels img_size 479/499 8.96G 0.01341 0.005891 0.003648 80 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it] all 144 144 0.909 0.876 0.932 0.769 Epoch gpu_mem box obj cls labels img_size 480/499 8.96G 0.01266 0.005928 0.002844 94 448: 100% 24/24 [00:23<00:00, 1.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it] all 144 144 0.909 0.876 0.93 0.77 Epoch gpu_mem box obj cls labels img_size 481/499 8.96G 0.01273 0.006046 0.002918 94 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.908 0.876 0.93 0.77 Epoch gpu_mem box obj cls labels img_size 482/499 8.96G 0.01263 0.006146 0.003783 95 448: 100% 24/24 [00:22<00:00, 1.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s] all 144 144 0.909 0.876 0.929 0.767 Epoch gpu_mem box obj cls labels img_size 483/499 8.96G 0.01282 0.005778 0.003508 102 448: 100% 24/24 [00:24<00:00, 1.00s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s] all 144 144 0.91 0.876 0.929 0.767 Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 383, best model saved as best.pt. To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping. 484 epochs completed in 3.376 hours. Optimizer stripped from yolov5/runs/train/exp/weights/last.pt, 14.5MB Optimizer stripped from yolov5/runs/train/exp/weights/best.pt, 14.5MB Validating yolov5/runs/train/exp/weights/best.pt... Fusing layers... Model summary: 213 layers, 7080247 parameters, 0 gradients, 16.0 GFLOPs Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.11s/it] all 144 144 0.9 0.867 0.953 0.776 A 144 5 1 0.839 0.995 0.864 B 144 9 1 0.672 0.963 0.835 C 144 3 0.804 0.667 0.913 0.747 D 144 6 0.974 1 0.995 0.815 E 144 4 0.934 1 0.995 0.821 F 144 8 0.983 1 0.995 0.862 G 144 5 0.811 1 0.995 0.817 H 144 9 1 0.815 0.947 0.702 I 144 2 0.893 0.5 0.695 0.656 J 144 8 0.984 1 0.995 0.615 K 144 6 0.832 0.833 0.942 0.78 L 144 4 0.779 1 0.995 0.822 M 144 8 0.965 0.75 0.967 0.764 N 144 4 0.525 0.837 0.788 0.666 O 144 7 1 0.893 0.995 0.802 P 144 7 1 0.761 0.964 0.693 Q 144 4 0.966 1 0.995 0.785 R 144 7 0.983 1 0.995 0.844 S 144 4 0.962 1 0.995 0.796 T 144 6 0.886 0.667 0.894 0.771 U 144 7 1 0.847 0.995 0.817 V 144 5 0.733 0.56 0.795 0.62 W 144 3 0.932 1 0.995 0.83 X 144 1 0.487 1 0.995 0.895 Y 144 8 1 0.89 0.995 0.7 Z 144 4 0.974 1 0.995 0.864 Results saved to yolov5/runs/train/exp
!python /content/yolov5/val.py --weights /content/yolov5/runs/train/exp/weights/best.pt --data /content/data.yaml --img 448
val: data=/content/data.yaml, weights=['/content/yolov5/runs/train/exp/weights/best.pt'], batch_size=32, imgsz=448, conf_thres=0.001, iou_thres=0.6, task=val, device=, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5/runs/val, name=exp, exist_ok=False, half=False, dnn=False YOLOv5 🚀 v6.1-307-g92e47b8 Python-3.7.13 torch-1.12.0+cu113 CUDA:0 (Tesla T4, 15110MiB) Fusing layers... Model summary: 213 layers, 7080247 parameters, 0 gradients, 16.0 GFLOPs val: Scanning '/content/yolov5/../valid/labels.cache' images and labels... 144 found, 0 missing, 0 empty, 0 corrupt: 100% 144/144 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 5/5 [00:03<00:00, 1.53it/s] all 144 144 0.9 0.867 0.954 0.775 A 144 5 1 0.839 0.995 0.864 B 144 9 1 0.671 0.963 0.828 C 144 3 0.805 0.667 0.913 0.747 D 144 6 0.974 1 0.995 0.815 E 144 4 0.934 1 0.995 0.821 F 144 8 0.983 1 0.995 0.862 G 144 5 0.811 1 0.995 0.817 H 144 9 1 0.816 0.947 0.717 I 144 2 0.893 0.5 0.695 0.656 J 144 8 0.984 1 0.995 0.615 K 144 6 0.832 0.833 0.942 0.78 L 144 4 0.779 1 0.995 0.822 M 144 8 0.965 0.75 0.967 0.764 N 144 4 0.525 0.837 0.788 0.666 O 144 7 1 0.893 0.995 0.802 P 144 7 1 0.762 0.964 0.693 Q 144 4 0.965 1 0.995 0.785 R 144 7 0.983 1 0.995 0.844 S 144 4 0.962 1 0.995 0.796 T 144 6 0.886 0.667 0.903 0.778 U 144 7 1 0.85 0.995 0.817 V 144 5 0.733 0.558 0.795 0.62 W 144 3 0.932 1 0.995 0.796 X 144 1 0.487 1 0.995 0.895 Y 144 8 1 0.89 0.995 0.686 Z 144 4 0.974 1 0.995 0.864 Speed: 0.1ms pre-process, 5.1ms inference, 2.4ms NMS per image at shape (32, 3, 448, 448) Results saved to yolov5/runs/val/exp
for imageName in glob.glob('/content/yolov5/runs/val/exp/*.jpg'):
display(Image(filename=imageName, width=1000, height=1000))
print('\n')
!python /content/yolov5/detect.py --weights /content/yolov5/runs/train/exp/weights/best.pt --img 448 --conf 0.5 --source /content/test/images --line-thickness 3
count = 0
max_display = 10
for imageName in glob.glob('/content/yolov5/runs/detect/exp/*.jpg'):
count += 1
if count == max_display:
break;
display(Image(filename=imageName, width=300, height=300))
print("\n")
# Zip the YOLOv5 folder in order to download it
!zip -r yolov5.zip yolov5/
# and download manually:
# * 'README.robotflow.txt'
# * 'data.yaml'
# * 'yolov5.zip'
# * 'yolov5s.pt'
# * this notebook